{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Egg segm. from centre with GraphCut"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple obejct segmentation method using Graph Cut over whole image initilised from a few initial seeds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os, sys, glob\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from PIL import Image\n",
    "# from scipy import spatial, ndimage\n",
    "from skimage import segmentation as sk_segm\n",
    "import matplotlib.pylab as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n",
    "import imsegm.utilities.data_io as tl_io\n",
    "import imsegm.superpixels as tl_spx\n",
    "import imsegm.region_growing as tl_rg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['center_levels', 'image', 'annot_struct', 'annot_eggs', 'segm_rgb', 'segm']\n"
     ]
    }
   ],
   "source": [
    "COLORS = 'bgrmyck'\n",
    "PATH_IMAGES = tl_io.update_path(os.path.join('data-images', 'drosophila_ovary_slice'))\n",
    "print ([os.path.basename(p) for p in glob.glob(os.path.join(PATH_IMAGES, '*')) if os.path.isdir(p)])\n",
    "dir_img = os.path.join(PATH_IMAGES, 'image')\n",
    "dir_segm = os.path.join(PATH_IMAGES, 'segm')\n",
    "dir_annot = os.path.join(PATH_IMAGES, 'annot_eggs')\n",
    "dir_center = os.path.join(PATH_IMAGES, 'center_levels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/IPython/kernel/__main__.py:4: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n"
     ]
    }
   ],
   "source": [
    "name = 'insitu7545'\n",
    "img = np.array(Image.open(os.path.join(dir_img, name + '.jpg')))\n",
    "seg = np.array(Image.open(os.path.join(dir_segm, name + '.png')))\n",
    "centers = pd.read_csv(os.path.join(dir_center, name + '.csv'), index_col=0).values\n",
    "centers[:, [0, 1]] = centers[:, [1, 0]]\n",
    "FIG_SIZE = (8. * np.array(img.shape[:2]) / np.max(img.shape))[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rGqlUip5e8V5EMN/WrVvJ5/MsWLCAWq3GqQNVMndtounMUBQNFfIXLWdzvZug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FZ5xfvey1ICLJSJzynvc6YoYamVIxFuvMZb84WCeeDlwEkXJAdf8GGZzgIdui0XhuD4EiFnONtJ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\nPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2077c95e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(img[:, :, 0], cmap=plt.cm.Greys_r)\n",
    "plt.imshow(seg, alpha=0.2, cmap=plt.cm.jet), plt.contour(seg, cmap=plt.cm.jet)\n",
    "_= plt.plot(centers[:, 1], centers[:, 0], 'ow')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Superpixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1BHKZs2WvJjG2Y2O7iqgSsrW3jVMnz7KlpYWqLBG4DvtaO3h19MzsWPZ22Zwc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j7GpqFVPDieUQGPWHYQ9+x6BID3V1/JlbNf5hfFj6PQjEfTRFHIUHGQ8+vv4NbiV5Bp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\nT07s5ODi3Bl9dM/zcH3Bw+MHSha87Mjj+fGWX878LPAIfEnab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Gb0FhKVkWqFcmBrcxfz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20774ba6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "slic = tl_spx.segment_slic_img2d(img, sp_size=15, relative_compact=0.3)\n",
    "_= plt.imshow(sk_segm.mark_boundaries(img, slic))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obejct segmentation on pixel level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimating eggs with just single global GraphCut on probability according structure segmentation and annotated centre points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "labels_fg_prob = [0.05, 0.7, 0.9, 0.9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b/7Z35vR4JVNsnTg9UUlFhYfHHz+IN9/cyNSp7ZezYppx8sBqVejVy8WVV/Zm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\nT2GjLgOfpGG3xsqNGTOPOtAviDSypGkFSxyruDBcx8cf17X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J3VorP0ufhE+j517fzlQD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\n5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niuumpWO0+XaWnV3HtvaofzdUb5KYKUnE8InQ5zUBDOnPquMysUbVDCXtEvHDlSzwsv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\noVAoBgBK2CsUCsUAQAl7hUKhGAD8f0bElgYkQA+1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2076b65ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "debug_visual = dict()\n",
    "segm_obj = tl_rg.object_segmentation_graphcut_pixels(seg, centers, labels_fg_prob, gc_regul=1., \n",
    "                                                     seed_size=10, debug_visual=debug_visual)\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(segm_obj, cmap=plt.cm.jet)\n",
    "_= plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the unary potential as maxima over join matrix U."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 647, 1024) [0 1 2 3 4 5 6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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sjKfvOU1EcIVtU/fj1a34YWNo032Iq0RvVLFpvz95RVoWPn+EyNCKWq8ba4pu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2076ad5c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unary = np.array([u.tolist() for u in debug_visual['unary_imgs']])\n",
    "print ('shape: %s and unique labels %s' % (repr(unary.shape), repr(np.unique(np.argmin(unary, axis=0)))))\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(np.argmin(unary, axis=0), cmap=plt.cm.jet)\n",
    "_ = plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using a shape prior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar scenarion as berore but in this case we draw a cicrcular shaper prior around each center wchich helps beter egg identification."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+KBQC+SUa7ptaPehLFCULvdlctdvatasEu92NTns6GFpg5uLWvPZQKkFB0ooq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2076b01358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "debug_visual = dict()\n",
    "segm_obj = tl_rg.object_segmentation_graphcut_pixels(seg, centers, labels_fg_prob, gc_regul=2., seed_size=10, \n",
    "                                                     coef_shape=0.1, shape_mean_std=(50., 10.), debug_visual=debug_visual)\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(segm_obj, cmap=plt.cm.jet)\n",
    "_= plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the unary potential as maxima over join matrix U."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 647, 1024) [0 1 2 3 4 5 6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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KJZseuTVYMz4KzriGtIVrET0eSv/zV/TeWHJ1qI6Z6y/GPtiHRhdNc/HHWPu6xm1r4WU/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IAAAg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\nZsQrQ1FnS4EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f206f322ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unary = np.array([u.tolist() for u in debug_visual['unary_imgs']])\n",
    "print ('shape: %s and unique labels %s' % (repr(unary.shape), repr(np.unique(np.argmin(unary, axis=0)))))\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')\n",
    "CMAPS = [plt.cm.Greys, plt.cm.Purples, plt.cm.Blues, plt.cm.Greens, plt.cm.autumn, plt.cm.Oranges, plt.cm.Reds]\n",
    "for i in range(1, len(unary)):\n",
    "    im = 1 - (unary[i, :, :] / np.max(unary[i, :, :]))\n",
    "    im = (im * 1000).astype(int)\n",
    "    lut = CMAPS[i](range(1001))\n",
    "    lut[:, 3] = np.linspace(0, 0.7, 1001)\n",
    "    plt.imshow(lut[im], alpha=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obejct segmentation on SLIC level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We replicate the previous methods but apply on superpixels - flat unary potential."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ruVvUY9XEpCEe8PbngQa278w0nmUrACCo2vivvSNnxsuYZuvAmdGt9Orl4fHH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\nl094P8QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f206a3b2da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "debug_visual = dict()\n",
    "gc_labels = tl_rg.object_segmentation_graphcut_slic(slic, seg, centers, labels_fg_prob, gc_regul=2., edge_coef=1., \n",
    "                                                    edge_type='ones', add_neighbours=True, debug_visual=debug_visual)\n",
    "segm_obj = np.array(gc_labels)[slic]\n",
    "\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(segm_obj, cmap=plt.cm.jet)\n",
    "_ = plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the unary potential as maxima over join matrix U."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 647, 1024) [0 1 2 3 4 5 6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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2G3fcsf26zE4W+0bi7Kzik086YrWKjJrZg+yCav9cWGAJs8bFVtUS33Pcg+NJ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\ndjNiMAjIZVJOcNfF5bXN5NOfO+NgrWHlk1EoFa1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wm3lTE4w//3iwAwfCnC+R5sjMN+fR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\nW2az9f0fy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ddAWyABmCKlzBZCCOB/wDVo4zMzpJS7ayy4onzVs1ecH+j1gnHj2jBzZgfc\n3TU/gVYrxKW6cfCEF1aroEvbAtr4G/H1sh/vz8pzxNW5DBcnLXjK8SR3vNzNBPhoi6HKf2tCVL4F\nWCySp58+SESEsrpRnA3179nXS+ybGiX2ivMNb28HwsLc8fJyoF8/b/r396kI8m0yWThwII+cHDOR\nkbnodII+fbxxctK66zk5ZoKCnBkwwIfkZCNCQFqakSVLonFwEFx5ZQBdungQGurKM88corDw3Fw3\nKFoySuwVCoWiBdCIY/YKhUKhuPBRYq9QKBQtACX2CoVC0QJQYq9QKBQtACX2CoVC0QJQYq9QKBQt\nACX2CoVC0QJQYq9QKBQtACX2CoVC0QI4T1bQigIgqrnrcR7gD2Q2dyWaGdUGqg3KUe1Qdxu0k1K2\nqk9BhsapzzkTVd8lvxczQojdLb0dVBuoNihHtUPjtoEaxlEoFIoWgBJ7hUKhaAGcL2K/vLkrcJ6g\n2kG1Aag2KEe1QyO2wXkxQatQKBSKpuV86dkrFAqFoglRYq9QKBQtgGYXeyHENUKIKCFEjBDiieau\nT1MhhAgVQvwhhDgihDgshHjAlu4rhPhVCHHc9t/Hli6EEG/a2uWAEKJ/855B4yGE0Ash9gkh1tu2\nOwghdtjO9SshhKMt3cm2HWPb3745692YCCG8hRDfCCGOCSGOCiEuaWn3ghDiQdtv4ZAQ4gshhHNL\nuBeEEB8LITKEEIeqpDX42gshptvyHxdCTK/ruM0q9kIIPfA2MBboAUwTQvRozjo1IWXAw1LKHsBQ\n4D7buT4BbJZSdgY227ZBa5POtr+7gHf//So3GQ8AR6tsvwy8LqXsBOQAM23pM4EcW/rrtnwXC8uA\njVLKbkBftPZoMfeCECIYuB8YKKXsBeiBqbSMe+ET4JrT0hp07YUQvsACYAgwGFhQ/oA4I1LKZvsD\nLgE2VdmeB8xrzjr9i+f+PXAV2srh1ra01mgLzADeB6ZVyV+R70L+A0JsN/MVwHpAoK0QNJx+TwCb\ngEtsnw22fKK5z6ER2sALiDv9XFrSvQAEA0mAr+3argeubin3AtAeOHS21x6YBrxfJd0uX01/zT2M\nU37By0m2pV3U2F5B+wE7gEApZZptVzoQaPt8sbbNG8BjgNW27QfkSinLbNtVz7OiDWz782z5L3Q6\nAKeAFbbhrA+FEG60oHtBSpkCvAokAmlo13YPLe9eKKeh177B90Rzi32LQwjhDqwF5kop86vuk9oj\n+qK1hRVCXA9kSCn3NHddmhkD0B94V0rZDyii8rUdaBH3gg8wHu3B1wZwo/rQRoukqa59c4t9ChBa\nZTvElnZRIoRwQBP6VVLKb23JJ4UQrW37WwMZtvSLsW2GATcIIeKBL9GGcpYB3kKIcj9NVc+zog1s\n+72ArH+zwk1EMpAspdxh2/4GTfxb0r1wJRAnpTwlpSwFvkW7P1ravVBOQ699g++J5hb7XUBn2wy8\nI9oEzQ/NXKcmQQghgI+Ao1LKpVV2/QCUz6RPRxvLL0+/zTYbPxTIq/Kad0EipZwnpQyRUrZHu9a/\nSylvBv4AJtmynd4G5W0zyZb/gu/tSinTgSQhRFdb0mjgCC3oXkAbvhkqhHC1/TbK26BF3QtVaOi1\n3wSMEUL42N6SxtjSzsx5MFFxLRANnADmN3d9mvA8h6O9mh0A9tv+rkUbd9wMHAd+A3xt+QWapdIJ\n4CCa1UKzn0cjtsdlwHrb547ATiAGWAM42dKdbdsxtv0dm7vejXj+4cBu2/2wDvBpafcCsBA4BhwC\nPgOcWsK9AHyBNk9RivaWN/Nsrj1wh609YoAZdR1XuUtQKBSKFkBzD+MoFAqF4l9Aib1CoVC0AJTY\nKxQKRQtAib1CoVC0AJTYKxQKRQtAib1CoVC0AJTYKxQKRQvg/wEW9Px9LkvJuQAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2076ad0ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unary = np.array([u.tolist() for u in debug_visual['unary_imgs']])\n",
    "print ('shape: %s and unique labels %s' % (repr(unary.shape), repr(np.unique(np.argmin(unary, axis=0)))))\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(np.argmin(unary, axis=0), cmap=plt.cm.jet)\n",
    "_ = plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using a shape prior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We replicate the previous methods but apply on superpixels - unary potential with circular shape prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RKARyciyMHbunkvqmfA1jMp3fbe3fX4DN5qrk158//zgWi5OAAA1BQVrS00vZ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\nrY6NLoFc6zOOtzwGkqD2dUo7wf+492em31TyFBr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AVxbOk9N5t2wpbcq0ORa1WiQjo4b3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\nF16IJixMw3XX/dWqBZmHh5JJk/ya/GgAkpOrnWK+diaxePFA/vWvALR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/sRfTimU8AD5I85SGx1HPFV8Rg8BvLS9+MyD+wwbO+E3eSPyUPv1SORmqA/QhVkbjdzyy3pVFW1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\nhL1CoVCMApSwVygUilHA/wcuO4aAWEoc0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f207e4f2cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "debug_visual = dict()\n",
    "gc_labels = tl_rg.object_segmentation_graphcut_slic(slic, seg, centers, labels_fg_prob, gc_regul=1., edge_coef=1., \n",
    "                                                    edge_type='ones', coef_shape=0.1, shape_mean_std=(50., 10.), \n",
    "                                                    add_neighbours=False, debug_visual=debug_visual)\n",
    "segm_obj = np.array(gc_labels)[slic]\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.imshow(segm_obj, cmap=plt.cm.jet)\n",
    "_= plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualise the unary potential as maxima over join matrix U."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 647, 1024) [0 1 2 3 4 5 6]\n"
     ]
    },
    {
     "data": {
      "image/png": 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JjIxn9S1/YlDyvm5+9u7CKhAeIRljiq5w/O0npR9CTH4Y97eM/Lf/TvZFtxES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KqWWVF3/9I/t2xZRX7VNOqWfZrBvk7mnv9VAHqadtC04Q2k1PwGZqsdIQR9bXvIKRgqSlI0eR6K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\n8WLc1YrESwxTypBbCIHTV0DNC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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f206a4457f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unary = np.array([u.tolist() for u in debug_visual['unary_imgs']])\n",
    "print ('shape: %s and unique labels %s' % (repr(unary.shape), repr(np.unique(np.argmin(unary, axis=0)))))\n",
    "#fig = plt.figure(figsize=FIG_SIZE)\n",
    "plt.contour(seg, levels=np.unique(seg), colors='#bfbfbf')\n",
    "CMAPS = [plt.cm.Greys, plt.cm.Purples, plt.cm.Blues, plt.cm.Greens, plt.cm.autumn, plt.cm.Oranges, plt.cm.Reds]\n",
    "for i in range(1, len(unary)):\n",
    "    im = 1 - (unary[i, :, :] / np.max(unary[i, :, :]))\n",
    "    im = (im * 1000).astype(int)\n",
    "    lut = CMAPS[i](range(1001))\n",
    "    lut[:, 3] = np.linspace(0, 0.7, 1001)\n",
    "    plt.imshow(lut[im], alpha=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
